Data-driven discovery of governing equations for fluid dynamics based on molecular simulation

J Zhang, W Ma - Journal of Fluid Mechanics, 2020 - cambridge.org
The discovery of governing equations from data is revolutionizing the development of some
research fields, where the scientific data are abundant but the well-characterized …

Rarefied gas effect in hypersonic shear flows

J Chen, H Zhou - Acta Mechanica Sinica, 2021 - Springer
Recently, as aerodynamics was applied to flying vehicles with very high speed and flying at
high altitude, the numerical simulation based on the Navier–Stokes (NS) equations was …

Computational study of lateral jet interaction in hypersonic thermochemical non-equilibrium flows using nonlinear coupled constitutive relations

S Zeng, J Yang, W Zhao, Y Huang, Z Jiang, W Chen - Physics of Fluids, 2023 - pubs.aip.org
The present study reports the numerical analyses of lateral jet interaction around a Terminal
High Altitude Area Defense-type (THAAD-type) model in hypersonic rarefied flows, with the …

Data-driven simulation in fluids animation: A survey

Q Chen, Y Wang, H Wang, X Yang - Virtual Reality & Intelligent Hardware, 2021 - Elsevier
The field of fluid simulation is developing rapidly, and data-driven methods provide many
frameworks and techniques for fluid simulation. This paper presents a survey of data-driven …

An evaluation of the hybrid Fokker–Planck-DSMC approach for high-speed rarefied gas flows

S Kim, E Jun - Computers & Fluids, 2024 - Elsevier
Abstract The Direct Simulation Monte Carlo (DSMC) method has been widely used for
simulations of rarefied gas flows. It has been proven that the numerical solution of the DSMC …

SPARTACUS: An open-source unified stochastic particle solver for the simulation of multiscale nonequilibrium gas flows

K Feng, P Tian, J Zhang, F Fei, D Wen - Computer Physics Communications, 2023 - Elsevier
Recently, a unified stochastic particle (USP) method [14] has been developed for the
simulation of multiscale nonequilibrium gas flows. Compared with the conventional …

Extension of the Shakhov Bhatnagar–Gross–Krook model for nonequilibrium gas flows

S Yao, F Fei, P Luan, E Jun, J Zhang - Physics of Fluids, 2023 - pubs.aip.org
Bhatnagar–Gross–Krook (BGK) models are widely used to study rarefied gas dynamics.
However, as simplified versions of the Boltzmann collision model, their performances are …

A modified Cercignani–Lampis model with independent momentum and thermal accommodation coefficients for gas molecules scattering on surfaces

J Deng, J Zhang, T Liang, J Zhao, Z Li, D Wen - Physics of Fluids, 2022 - pubs.aip.org
To accurately predict the aerodynamic forces and heating of hypersonic vehicles, an
elaborate gas–surface interaction (GSI) model is essential to describe the rarefied gas effect …

Exponential Bhatnagar-Gross-Krook integrator for multiscale particle-based kinetic simulations

M Pfeiffer, F Garmirian, MH Gorji - Physical Review E, 2022 - APS
Despite the development of an extensive toolbox of multiscale rarefied flow simulators, such
simulations remain challenging due to the significant disparity of collisional and …

A reactive molecular dynamics study of hyperthermal atomic oxygen erosion mechanisms for graphene sheets

Z Cui, J Zhao, L He, H Jin, J Zhang, D Wen - Physics of Fluids, 2020 - pubs.aip.org
Carbon-based composite materials are widely used in the aerospace field due to their light
weight and excellent physical/chemical properties. The mechanisms of the erosion process …